# Fredrik Sjöberg (@sjobergfredrik) on x

- id: koinon:creator:x_sjobergfredrik
- url: https://koinonlink.com/kol/x/sjobergfredrik
- schema_version: 1.4

## Identity
- platform: x
- handle: sjobergfredrik
- platform_url: https://twitter.com/sjobergfredrik
- website: https://fredriksjoberg.eu
- country: Sweden
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 1960
- following: 2122
- posts_total: 6374
- posts_observed: 8
- posts_per_day: 0.96
- account_age_days: 6637
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00051
- best_post_interactions: 1
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: devtools
- category_confidence: 0.8
- category_source: derived_from_recent_content
- topics: gamification in product design, customer journey mapping, human-centered design, digital innovation, UX design principles, creative strategy in product development
- bio: Proud father of two daughters. Loves #innovation & all things #open & #digital. Works for and Humans.

## Audience (inferred)
- status: present
- description: Product designers and UX professionals interested in gamification, customer journey mapping, and human-centered design in digital products
- roles: design
- seniority: practitioner
- pain_points: Struggling to make user engagement feel natural and not forced in product design, Finding it hard to balance creativity with business outcomes in design projects, Having difficulty translating abstract user needs into tangible design solutions
- posts_analysed: 8
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.7
- promotion_intent: 0.6
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: engagement_observed
- credibility_score: 42
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_sjobergfredrik#ff9a26ac] A New Trading Simulation Platform Comes Up With a Gamification Concept https://t.co/ATkLjJKyf7 (https://twitter.com/sjobergfredrik/status/910444927930204160)
- [x_sjobergfredrik#1e9e877d] 5 Design Hacks to Trick You Into Actually Reaching Your Goals https://t.co/CtM9noMoy5
- [x_sjobergfredrik#a2e3c742] Designing the Siris and Alexas of the World https://t.co/vtygwUV4yf
- [x_sjobergfredrik#c52e4211] 7 Tools to Help You Map the Customer Journey https://t.co/mof8gl131U
- [x_sjobergfredrik#592d51cc] “So long MVP. Hello Minimum Loveable Product.” by @welovelean https://t.co/XfrxrKxyy0
- [x_sjobergfredrik#7d962f1a] The Most Popular Font Types In America [Infographic] - Venngage https://t.co/5gXaRXsqCU
- [x_sjobergfredrik#16a4af1c] How to Engage Any Student Via Gamification https://t.co/a4ViHRtnT4
- [x_sjobergfredrik#6581b32d] What Gaming Giant EA Knows About Bridging Creativity and Profit https://t.co/NSaPV1PFvw

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=20, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=80, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=80, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 80
- audience_updated_days_ago: 20

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_sjobergfredrik
- Request removal: https://koinonlink.com/claim?k=x_sjobergfredrik
- Terms: https://koinonlink.com/for-ai